English

Spectral properties of complex networks

Disordered Systems and Neural Networks 2008-04-11 v1 Statistical Mechanics

Abstract

We derive the spectral properties of adjacency matrix of complex networks and of their Laplacian by the replica method combined with a dynamical population algorithm. By assuming the order parameter to be a product of Gaussian distributions, the present theory provides a solution for the non linear integral equations for the spectra density in random matrix theory of the spectra of sparse random matrices making a step forward with respect to the effective medium approximation (EMA) . We extend these results also to weighted networks with weight-degree correlations

Keywords

Cite

@article{arxiv.0804.1744,
  title  = {Spectral properties of complex networks},
  author = {Ginestra Bianconi},
  journal= {arXiv preprint arXiv:0804.1744},
  year   = {2008}
}

Comments

(11 pages)

R2 v1 2026-06-21T10:29:42.272Z